precision comes up often in conversation and rarely with the context attached. Here we lay out the basics in order, then work through the practical considerations.
Updated 2026-02-17. Numbers and descriptions here follow the published literature rather than marketing material.
Developing an HPLC method begins with defining the purpose, such as quantifying a main component, measuring impurities, or confirming identity. Analysts select separation mode, column, mobile phase, detection, and sample preparation based on analyte properties and matrix. Experiments vary solvent strength, pH, buffer type, and temperature to achieve resolution between critical peaks. The goal is a robust method that produces reliable results across instruments and operators. Method development often involves trial runs and statistical optimization.
Validation demonstrates that a method is suitable for its intended use. Typical performance characteristics include accuracy, precision, specificity, linearity, range, limit of detection, limit of quantitation, and robustness. Regulators and standards organizations provide frameworks, but specific requirements depend on the application and jurisdiction. System suitability tests are run before sample analysis to confirm resolution, peak symmetry, retention time repeatability, and sensitivity. A validated method is not permanently fixed; changes may require partial or full revalidation.
Routine HPLC testing depends on controlled reagents, calibrated instruments, and documented procedures. Columns degrade over time, so retention times and peak shapes are monitored for drift. Mobile phases are filtered and degassed to prevent pump damage and detector noise. Reference standards must be traceable and stored under suitable conditions. Data handling systems record injections, calculations, and audit trails. Quality control samples interspersed with unknowns help detect errors during a run.
Validation establishes that a method is suitable for its intended purpose. Typical parameters include accuracy, precision, specificity, linearity, range, limit of detection, limit of quantification, robustness, and stability of standards and samples. Acceptance criteria are defined in advance, and results are documented in a validation report. Regulatory guidance for pharmaceuticals, foods, and environmental testing differs, so the applicable framework must be identified. Ongoing verification uses control samples and trend charts after validation. Method transfer to another laboratory may require partial revalidation.
Routine quality control includes blanks, duplicates, spiked samples, and certified reference materials. Calibration curves are prepared with standards at several concentrations, and the detector response is checked for linearity. Carryover, column aging, mobile phase evaporation, and temperature drift can shift retention times or peak areas. Maintenance such as replacing seals, filters, and columns helps prevent failures. Records of injections, integration, and deviations support traceability. Audits may request raw data and instrument logs for each batch.
| Property | Value | Notes |
|---|---|---|
| Validation parameter | Accuracy | Closeness of measured value to accepted reference value |
| Validation parameter | Precision | Agreement among repeated measurements under specified conditions |
| System suitability check | Resolution ≥ 1.5 | Baseline separation between critical peak pair |
| System suitability check | Tailing factor ≤ 2.0 | Common target for peak symmetry |
| Documentation | Validation report | Summarizes experiments, acceptance criteria, and conclusions |
Quality control samples are inserted at intervals to monitor accuracy and precision throughout a batch. Blank samples detect contamination, while spiked samples assess recovery from the sample matrix. Calibration standards establish the relationship between detector response and concentration, and control samples are prepared independently from them whenever possible. Laboratories also participate in proficiency testing and maintain audit trails, instrument logs, and reagent records. Ongoing review of control charts can reveal trends before they cause out-of-specification results.
Method validation demonstrates that an HPLC procedure is suitable for its intended purpose. Common validation parameters include accuracy, precision, specificity, linearity, range, limit of detection, limit of quantification, and robustness. Accuracy reflects agreement with a reference value, while precision describes repeatability under defined conditions. Specificity shows whether the method can measure the analyte in the presence of impurities or matrix components. Validation documents are reviewed before a method is used for routine testing or regulatory submissions.
System suitability testing is performed before and during analytical runs to confirm that the instrument and method are working as expected. Typical checks include retention time, peak area precision, resolution between critical pairs, tailing factor, and theoretical plate count. Acceptance criteria are set in the method or pharmacopeial monograph. If a suitability check fails, the run may be rejected and the instrument or sample preparation may need investigation. This practice helps prevent release of data from a system that has drifted out of control.
Method validation evaluates accuracy, precision, specificity, linearity, range, detection limit, quantitation limit, and robustness. Regulatory guidance for pharmaceuticals, foods, and environmental testing defines expected documentation and acceptance criteria. Verification confirms that a validated method works in a specific laboratory with its own instruments and reagents. Calibration curves use reference standards with known purity and traceability, while measurement uncertainty is estimated from validation data, control charts, and collaborative studies. The scope of validation depends on the method's intended use.
Routine quality control monitors retention time shifts, baseline noise, system pressure, and peak shape. Trends can reveal column aging, mobile phase preparation errors, detector drift, or sample degradation. Corrective actions may include replacing the column, preparing fresh mobile phase, or recalibrating the detector. Stability testing often uses HPLC to measure parent compound loss and degradation product formation. Open questions remain about how accelerated stability results extrapolate to long-term storage under varied conditions.
Method validation establishes that an HPLC procedure is suitable for its intended purpose. Typical parameters include accuracy, precision, specificity, linearity, range, limit of detection, limit of quantitation, robustness, and solution stability. Accuracy reflects closeness to a reference value, while precision reflects agreement among repeated measurements. Specificity shows whether the method can measure the analyte without interference from matrix components. Validation is documented through protocols and reports, and the required extent depends on the method's use and regulatory context.
Routine quality control uses system suitability, blank injections, check standards, and control samples to detect drift or contamination. System suitability criteria may specify minimum resolution, maximum tailing factor, and a permitted range for repeated injections. Blank injections reveal carryover or solvent contamination, while check standards confirm calibration accuracy over a batch. Control samples with known analyte levels can show whether results remain within statistical limits. When a control result falls outside limits, the analyst investigates the cause and may invalidate affected results before repeating the batch.
=== Surgery === If the TIA affects an area that is supplied by the carotid arteries, a carotid ultrasound scan may demonstrate stenosis, or narrowing, of the carotid artery. For people with extra-cranial carotid stenosis, if 70-99% of the carotid artery is clogged, carotid endarterectomy can decrease the five-year risk of ischemic stroke by approximately half. For those with extra-cranial stenosis between 50 and 69%, carotid endarterectomy decreases the 5-year risk of ischemic stroke by about 16%. For those with extra-cranial stenosis less than 50%, carotid endarterectomy does not reduce stroke risk and may, in some cases, increase it. The effectiveness of carotid endarterectomy or carotid artery stenting in reducing stroke risk in people with intracranial carotid artery stenosis is unknown. In carotid endarterectomy, a surgeon makes an incision in the neck, opens up the carotid artery, and removes the plaque occluding the blood vessel. The artery may then be repaired by adding a graft from another vessel in the body or a woven patch. In patients who undergo carotid endarterectomy after a TIA or minor stroke, the 30-day risk of death or stroke is 7%. Carotid artery stenting is a less invasive alternative to carotid endarterectomy for people with extra-cranial carotid artery stenosis. In this procedure, the surgeon makes a small cut in the groin and threads a small flexible tube, called a catheter, into the patient's carotid artery. A balloon is inflated at the site of stenosis, opening up the clogged artery to allow for increased blood flow to the brain.
Solanum pimpinellifolium, commonly known as the currant tomato or pimp, is a wild species of tomato native to Ecuador and Peru but naturalized elsewhere, such as the Galápagos Islands. Its small fruits are edible, and it is commonly grown in gardens as an heirloom tomato, although it is considered to be wild rather than domesticated as is the commonly cultivated tomato species Solanum lycopersicum. Its genome was sequenced in 2012.
There are four common forms in which AAS are administered: oral pills; injectable steroids; creams/gels for topical application; and skin patches. Oral administration is the most convenient. Testosterone administered by mouth is rapidly absorbed, but it is largely converted to inactive metabolites, and only about one-sixth is available in active form. In order to be sufficiently active when given by mouth, testosterone derivatives are alkylated at the 17α position, e.g. methyltestosterone and fluoxymesterone. This modification reduces the liver's ability to break down these compounds before they reach the systemic circulation. Testosterone can be administered parenterally, but it has more irregular prolonged absorption time and greater activity in muscle in enanthate, undecanoate, or cypionate ester form. These derivatives are hydrolyzed to release free testosterone at the site of injection; absorption rate (and thus injection schedule) varies among different esters, but medical injections are normally done anywhere between semi-weekly to once every 12 weeks. A more frequent schedule may be desirable in order to maintain a more constant level of hormone in the system. Injectable steroids are typically administered into the muscle, not into the vein, to avoid sudden changes in the level of the drug in the bloodstream. In addition, because estered testosterone is dissolved in oil, intravenous injection has the potential to cause a dangerous embolism (clot) in the bloodstream.
Essay about the effect and demonstrations by Jearl Walker (PDF) Site with high-speed video, pictures and explanation of film-boiling by Heiner Linke at the University of Oregon, USA "Scientists make water run uphill" by BBC News about using the Leidenfrost effect for cooling of computer chips. "Uphill Water" – ABC Catalyst story "Leidenfrost Maze" – University of Bath undergraduate students Carmen Cheng and Matthew Guy "When Water Flows Uphill" – Science Friday with Univ. of Bath professor Kei Takashina Jeffrey, Colin (March 10, 2015). "Engine running on frozen carbon dioxide may power mission to Mars". Gizmag. Retrieved 10 March 2015. Carolyn Embach, ResearchGate: English translation of Johan Gottlob Leidenfrost, De aquae communes nonnullis qualitatibus tractatus, Duisburg on Rhine, 1756. (Carolyn S. E. Wares aka Carolyn Embach, translator, 1964)
Sources: en.wikipedia.org
=== Tempe bongkrèk === Tempe bongkrèk is a variety of tempeh from Central Java, notably Banyumas. It is prepared with coconut dregs. This type of tempeh served as a main source of protein in Java due to its inexpensiveness and has led to several cases of fatal food poisoning, as it occasionally gets contaminated with the bacterium Burkholderia gladioli, and the unwanted organism produces toxins (bongkrek acid and toxoflavin) from the coconut, besides killing off the Rhizopus fungus due to the antibiotic activity of bongkrek acid. Fatalities from contaminated tempe bongkrèk were once common in the area where it was produced. During 1930s, the Dutch East Indies government went through an economic depression, and this condition caused some of the people to make tempe bongkrek by themselves, instead of buying it directly from well-trained producers. As a result, the poisonings occurred frequently, reaching 10 to 12 a year. Dutch scientists W. K. Mertens and A. G. van Veen from the Eijkman Institute of Jakarta, started to find the cause of the poisoning in the early 1930s. The first outbreak of the bongkrek poisoning by tempe bongkrek was recorded by Dutch researchers; however, no further research to find the cause of the poisoning was conducted in 1895. They successfully identified the source of poisoning as a bacterium called Pseudomonas marginata. This bacterium, which is also named Burkholderia cocovenenans, caused the synthesis of a poisonous substance called bongkrek acid. B.
Radebe stated that the Department of Justice acknowledged the need for a specific legal framework for hate crimes and that the matter would be subjected to public debate. In March 2011, there was an article published that stated that there are about 10 new cases of corrective rape a week in Cape Town. Cape Town, South Africa, specifically has 2.5 million people and since 2011, the prevalence of corrective rape has only increased. According to gay-rights organization Triangle, the practice of "corrective rape" is widespread in South Africa. Research released in 2008 by Triangle, revealed that 86% of Black lesbians from the Western Cape said they lived in fear of sexual assault.
=== Introduction and History of DNA Legos === DNA origami has been used to assemble a range of two-dimensional and three-dimensional nanostructures; however, each different structure requires a new design and a new set of scaffold strand and staple strands. This limits scalability and structure yield efficiency. Researchers have developed “DNA brick” or “DNA Lego” technologies by making single stranded tiles (SSTs). SSTs allow for the production of larger structures without a scaffold strand and with the ease of arranging the predesigned blocks into bigger structures. Much like how actual Lego bricks allow specific assembly configurations, DNA Lego bricks bind at specific sites to form a range of shapes. Appropriate selection of blocks to include in an assembly mixture allows production of a variety of complex 3D shapes without a scaffold strand and without having to design an entirely different structure. With the DNA Lego brick approach, the DNA strand binds to neighboring strands to form a “brick”. By selecting subsets of strands to form a larger shape, researchers demonstrated that many 3D structures could be assembled from the same general set of components or bricks. The authors called this a “voxel-based” design strategy meaning that each 8-base pair interaction between bricks defines a voxel with dimensions 2.5 by 2.5 nm. Since each DNA interaction can be analogized to Lego construction, we can also claim one voxel corresponds to one stud Lego brick . This scaffold-free strategy has also been extended to larger multicomponent structures.
=== PRC government === The Chinese government said that producers violating the law "could have their licenses revoked and be handed over to law enforcement organs". A senior Agriculture Ministry official said that of a quarter of a million feed-makers and animal farms inspected for melamine contamination, inspectors found more than 500 engaged in "illegal or questionable practices". Some 3,700 tonnes of feed with excessive melamine were seized. Hong Kong regulators have requested certification of exported eggs, but the central government has not yet mounted a centralised response; although mainland authorities already require eggs to be certified as free of avian influenza and Sudan red dye prior to export following previous food-safety scares, the AQSIQ has declined nationwide testing. Local government, for example Guangdong authorities, have increased random inspections at poultry farms. They declared to "harshly crack down on the unlawful behaviour of illegally manufacturing, selling and using melamine".
== Drug overdose and management == Cardiovascular agents generally have narrow therapeutic indices, implying that small differences in dose or blood concentration may give rise to adverse drug reactions. Serious acute toxicity may result from accidental, intentional or iatrogenic overdose. Therefore, patients need to be aware of any unusual and serious side effects. Seek immediate medical attention if a drug overdose is suspected.
Sources: en.wikipedia.org
The new 32nd district covers several suburban areas directly north and northeast of Dallas, including most of the Dallas County portion of Carrollton and Addison along with all of Richardson (including the Collin County portion) and the northern halves of Garland and Rowlett, as well as the far north side of Dallas itself. The district then stretches eastward and crosses Lake Ray Hubbard to take in suburban Rockwall County and the Lake Tawakoni area, traveling all the way east to such northern Tyler exurbs as Mineola and Gilmer. Prior to redistricting, the incumbent was Democrat Julie Johnson; however, Johnson was drawn out of the 32nd district and into the 24th, ultimately deciding to seek reelection in the 33rd district (see below) and leaving this district as an open seat. In 2024, the new district gave 57.7% of the vote to Donald Trump and 55.2% to Ted Cruz, with Democrats only considered competitive in the Dallas County and Richardson portion of the otherwise heavily Republican district.
Esophageal varices are swollen twisted branches of the azygous vein in the lower third of the esophagus. These blood vessels anastomose (join up) with those of the portal vein when portal hypertension develops. These blood vessels are engorged more than normal, and in the worst cases may partially obstruct the esophagus. These blood vessels develop as part of a collateral circulation that occurs to drain blood from the abdomen as a result of portal hypertension, usually as a result of liver diseases such as cirrhosis. This collateral circulation occurs because the lower part of the esophagus drains into the left gastric vein, which is a branch of the portal vein. Because of the extensive venous plexus that exists between this vein and other veins, if portal hypertension occurs, the direction of blood drainage in this vein may reverse, with blood draining from the portal venous system, through the plexus. Veins in the plexus may engorge and lead to varices. Esophageal varices often do not have symptoms until they rupture. A ruptured varix is considered a medical emergency because varices can bleed a lot. A bleeding varix may cause a person to vomit blood, or suffer shock. To deal with a ruptured varix, a band may be placed around the bleeding blood vessel, or a small amount of a clotting agent may be injected near the bleed. A surgeon may also try to use a small inflatable balloon to apply pressure to stop the wound. IV fluids and blood products may be given in order to prevent hypovolemia from excess blood loss.
=== Initial hospital management === The clinician must protect the patient against hypotension, kidney failure, acidosis, hyperkalemia and hypocalcemia. Admission to an intensive care unit, preferably one experienced in trauma medicine, may be appropriate; even well-seeming patients need observation. Open wounds should be treated as surgically appropriate, with debridement, antibiotics and tetanus toxoid; ice should be applied to injured areas. Breathing and circulation must be checked and the patient should be given oxygen if eligible. Oral or intravenous fluids must be given depending on the measured amounts of electrolytes, arterial blood gases, and muscle enzymes. Intravenous hydration of up to 1.5 L/h should continue to prevent hypotension. A urinary output of at least 300 mL/h should be maintained with IV fluids and mannitol, and hemodialysis considered if an increase in urine is not achieved. Intravenous sodium bicarbonate should be used to keep the urine pH at 6.5 or greater, to prevent myoglobin and uric acid deposition in kidneys. To prevent hyperkalemia/hypocalcemia, consider the following adult doses:
Helium has a valence of zero and is chemically unreactive under all normal conditions. It is an electrical insulator unless ionized. As with the other noble gases, helium has metastable energy levels that allow it to remain ionized in an electrical discharge with a voltage below its ionization potential. Helium can form unstable compounds, known as excimers, with tungsten, iodine, fluorine, sulfur, and phosphorus when it is subjected to a glow discharge, to electron bombardment, or reduced to plasma by other means. The molecular compounds HeNe, HgHe10, and WHe2, and the molecular ions He+2, He2+2, HeH+, and HeD+ have been created this way. HeH+ is also stable in its ground state but is extremely reactive—it is the strongest Brønsted acid known, and therefore can exist only in isolation, as it will protonate any molecule or counteranion it contacts. This technique has also produced the neutral molecule He2, which has a large number of band systems, and HgHe, which is apparently held together only by polarization forces. Van der Waals compounds of helium can also be formed with cryogenic helium gas and atoms of some other substance, such as LiHe and He2. Theoretically, other true compounds may be possible, such as helium fluorohydride (HHeF), which would be analogous to HArF, discovered in 2000. Calculations show that two new compounds containing a helium-oxygen bond could be stable. Two new molecular species, predicted using theory, CsFHeO and N(CH3)4FHeO, are derivatives of a metastable FHeO− anion first theorized in 2005 by a group from Taiwan.
Sources: en.wikipedia.org
It is a set of checks performed before or during an HPLC run to confirm the system works as expected. Parameters may include resolution, tailing factor, theoretical plates, and retention time precision. Failure can trigger maintenance, method adjustment, or repeat analysis.
Validation follows a planned protocol that tests accuracy, precision, specificity, linearity, range, detection limits, quantitation limits, and robustness. Results are compared against predefined acceptance criteria. The validation report supports regulatory filing or routine use.
Revalidation may be needed after changes to column chemistry, mobile phase, detection, sample preparation, or instrument type. It can also follow a pattern of out-of-specification results. The scope depends on whether the change affects method performance.
System suitability is a set of checks performed before and during a run to confirm that the instrument, column, and method work as expected. Common checks include resolution, tailing factor, theoretical plates, and relative standard deviation of replicate injections. Failure triggers troubleshooting or method adjustment.